From 4e4fee4c94120cc7d701c899dae1efda4c35c556 Mon Sep 17 00:00:00 2001 From: Boadzie Daniel <32570145+Boadzie@users.noreply.github.com> Date: Mon, 3 Jul 2023 07:15:40 +0000 Subject: [PATCH] feat: Music mental (#114) --- music-and-mental-health/.gitignore | 2 + music-and-mental-health/README.md | 41 + .../music_and_mental_health.gif | Bin 0 -> 2433198 bytes .../music_mental_survey_clean.csv | 737 ++++++++++++++++++ music-and-mental-health/requirements.txt | 5 + music-and-mental-health/src/app.py | 72 ++ music-and-mental-health/src/charts.py | 107 +++ 7 files changed, 964 insertions(+) create mode 100644 music-and-mental-health/.gitignore create mode 100644 music-and-mental-health/README.md create mode 100644 music-and-mental-health/music_and_mental_health.gif create mode 100644 music-and-mental-health/music_mental_survey_clean.csv create mode 100644 music-and-mental-health/requirements.txt create mode 100644 music-and-mental-health/src/app.py create mode 100644 music-and-mental-health/src/charts.py diff --git a/music-and-mental-health/.gitignore b/music-and-mental-health/.gitignore new file mode 100644 index 0000000..58b51a8 --- /dev/null +++ b/music-and-mental-health/.gitignore @@ -0,0 +1,2 @@ +venv +.myenv \ No newline at end of file diff --git a/music-and-mental-health/README.md b/music-and-mental-health/README.md new file mode 100644 index 0000000..74db503 --- /dev/null +++ b/music-and-mental-health/README.md @@ -0,0 +1,41 @@ +# Effect of Music on Mental Health (Community app) + +![music and mental Health](music_and_mental_health.gif) + +Author: @Boadzie + +## Introduction + +> This project aims to investigate the relationship between music and mental health. We will be looking at how different types of music can affect an individual's mood and overall psychological well-being. The dataset from [Kaggle](https://www.kaggle.com/datasets/catherinerasgaitis/mxmh-survey-results) +> +> The ultimate goal is to gain a better understanding of the ways in which music can be used as a tool to promote mental health and well-being. + +## Running the project (Dashboard) + +To run the dashboard, do the following: + +1. create a virtual environment with the command: + +```bash +python -m venv .myenv +``` + +2. Activate the virtual environment + +```bash +source .myenv/bin/activate +``` + +3. Install dependencies + +```bash +pip install -r requirements.txt +``` + +4. Navigate to the `src` folder and run: + +```bash +wave run src/app.py +``` + +5. 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Let's find out", + ) + q.page["table"] = ui.form_card( + box=("1 2 3 5"), + title="Music and Mental Condition Dataset", + items=[await show_table(df=music)], + ) + + q.page["streaming_service"] = ui.frame_card( + box=("4 2 3 5"), + title="Most popular streaming service", + content=await streaming_service(df=music), + ) + + q.page["fav_depression"] = ui.frame_card( + box=("7 2 4 5"), + title="", + content=await fav_depression(df=music), + ) + + q.page["fav_age_effect"] = ui.frame_card( + box=("1 7 5 5"), + title="", + content=await fav_age_effect(df=music), + ) + + q.page["fav_insomnia"] = ui.frame_card( + box=("6 7 5 5"), + title="", + content=await fav_insomnia(df=music), + ) + + q.page["foot"] = ui.markdown_card( + box="1 12 10 1", + title="", + content="""
    **[Daniel Boadzie](https://www.linkedin.com/in/boadzie/) - + The dataset for this project was obtained from [kaggle](https://www.kaggle.com/code/totoro29/music-and-mental-condition/notebook)** + """, + ) + + await q.page.save() diff --git a/music-and-mental-health/src/charts.py b/music-and-mental-health/src/charts.py new file mode 100644 index 0000000..8b42788 --- /dev/null +++ b/music-and-mental-health/src/charts.py @@ -0,0 +1,107 @@ +from h2o_wave import Q, ui +from siuba import * +from siuba.siu import call +import plotly.express as px +import plotly.io as pio +from plotly import graph_objects as go + +pio.templates.default = "plotly_dark" + + +def update_chart(fig): + + return fig.update( + layout=go.Layout(margin=dict(t=40, r=0, b=40, l=0), legend=dict(yanchor="top", y=0.95, xanchor="left", x=0.01)) + ) + + +# show table of data +async def show_table(df): + return ui.table( + name="table", + height="390px", + # Add pagination attribute to make your table paginated. + pagination=ui.table_pagination(total_rows=100, rows_per_page=5), + events=["page_change"], + columns=[ui.table_column(name=x, label=x) for x in df.columns.tolist()], + rows=[ui.table_row(name=str(i), cells=list(map(str, df.values.tolist()[i]))) for i in df.index[0:100]], + ) + + +async def age_hist(df): + fig = df >> call(px.histogram, x="age", data_frame=_, labels={"age": "Age"}) + update_chart(fig) + html = pio.to_html(fig, config=None, auto_play=True, include_plotlyjs="cdn") + return html + + +async def streaming_service(df): + fig = df >> call( + px.histogram, + x="primary_streaming_service", + data_frame=_, + labels={"primary_streaming_service": "Primary Streaming Service"}, + ) + fig.update_xaxes(categoryorder="total descending") + update_chart(fig) + html = pio.to_html(fig, config=None, auto_play=True, include_plotlyjs="cdn") + return html + + +async def fav_age_effect(df): + fig = df >> call( + px.histogram, + x="fav_genre", + y="age", + color="music_effects", + data_frame=_, + text_auto=True, + histfunc="avg", + barmode="group", + title="Music Effect on Listeners - Age", + labels={"fav_genre": "Fav Genre", "age": "Age"}, + ) + + update_chart(fig) + html = pio.to_html(fig, config=None, auto_play=True, include_plotlyjs="cdn") + return html + + +async def fav_depression(df): + fig = df >> call( + px.histogram, + x="fav_genre", + y="depression", + color="music_effects", + data_frame=_, + text_auto=True, + histfunc="avg", + barmode="group", + title="Music Effect on Listeners - Depression", + labels={"fav_genre": "Fav Genre", "depression": "Depression"}, + ) + + fig.update_yaxes(title="Depression", range=[0, 10]) + update_chart(fig) + html = pio.to_html(fig, config=None, auto_play=True, include_plotlyjs="cdn") + return html + + +async def fav_insomnia(df): + fig = df >> call( + px.histogram, + y="insomnia", + x="fav_genre", + color="music_effects", + data_frame=_, + text_auto=True, + histfunc="avg", + barmode="group", + title="Music Effect on Listeners - Insomnia", + labels={"fav_genre": "Fav Genre", "insomnia": "Insomnia"}, + ) + + fig.update_yaxes(title="Insomnia", range=[0, 10]) + update_chart(fig) + html = pio.to_html(fig, config=None, auto_play=True, include_plotlyjs="cdn") + return html

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